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Assessment of spontaneous movements can predict the long-term developmental disorders in high-risk infants. In order to develop algorithms for automated prediction of later disorders, highly precise localization of segments and joints by…

计算机视觉与模式识别 · 计算机科学 2022-02-21 Daniel Groos , Lars Adde , Ragnhild Støen , Heri Ramampiaro , Espen A. F. Ihlen

Due to the complex and resource-intensive nature of diagnosing Autism Spectrum Condition (ASC), several computer-aided diagnostic support methods have been proposed to detect autism by analyzing behavioral cues in patient video data. While…

计算机视觉与模式识别 · 计算机科学 2025-09-29 William Saakyan , Matthias Norden , Lola Eversmann , Simon Kirsch , Muyu Lin , Simon Guendelman , Isabel Dziobek , Hanna Drimalla

Autism Spectrum Disorders are associated with atypical movements, of which stereotypical motor movements (SMMs) interfere with learning and social interaction. The automatic SMM detection using inertial measurement units (IMU) remains…

This paper presents a framework to automate the labelling process for gestures in musical performance videos with a 3D Convolutional Neural Network (CNN). While this idea was proposed in a previous study, this paper introduces several…

计算机视觉与模式识别 · 计算机科学 2022-05-25 Foteini Simistira Liwicki , Richa Upadhyay , Prakash Chandra Chhipa , Killian Murphy , Federico Visi , Stefan Östersjö , Marcus Liwicki

Automatic markerless estimation of infant posture and motion from ordinary videos carries great potential for movement studies "in the wild", facilitating understanding of motor development and massively increasing the chances of early…

计算机视觉与模式识别 · 计算机科学 2025-09-12 Filipe Gama , Matej Misar , Lukas Navara , Sergiu T. Popescu , Matej Hoffmann

Machine learning methods, such as deep learning, show promising results in the medical domain. However, the lack of interpretability of these algorithms may hinder their applicability to medical decision support systems. This paper studies…

信号处理 · 电气工程与系统科学 2021-07-23 Juan Manuel Mayor-Torres , Mirco Ravanelli , Sara E. Medina-DeVilliers , Matthew D. Lerner , Giuseppe Riccardi

Social Anxiety Disorder (SAD) significantly impacts individuals' daily lives and relationships. The conventional methods for SAD detection involve physical consultations and self-reported questionnaires, but they have limitations such as…

计算机与社会 · 计算机科学 2025-01-13 Nilesh Kumar Sahu , Nandigramam Sai Harshit , Rishabh Uikey , Haroon R. Lone

The assessment of children at risk of autism typically involves a clinician observing, taking notes, and rating children's behaviors. A machine learning model that can label adult and child audio may largely save labor in coding children's…

音频与语音处理 · 电气工程与系统科学 2024-06-07 Jialu Li , Mark Hasegawa-Johnson , Karrie Karahalios

Implementing automated emotion recognition on mobile devices could provide an accessible diagnostic and therapeutic tool for those who struggle to recognize emotion, including children with developmental behavioral conditions such as…

机器学习 · 计算机科学 2021-08-27 Agnik Banerjee , Peter Washington , Cezmi Mutlu , Aaron Kline , Dennis P. Wall

Autism is one of the most important neurological disorders which leads to problems in a person's social interactions. Improvement of brain imaging technologies and techniques help us to build brain structural and functional networks.…

机器学习 · 计算机科学 2021-03-26 Mohammad Amin , Farshad Safaei

Attention is a key factor for successful learning, with research indicating strong associations between (in)attention and learning outcomes. This dissertation advanced the field by focusing on the automated detection of attention-related…

人机交互 · 计算机科学 2024-07-09 Babette Bühler

Autism spectrum disorder (ASD) is a complex neurodevelopmental disorder. Finding the biomarkers associated with ASD is extremely helpful to understand the underlying roots of the disorder and can lead to earlier diagnosis and more targeted…

计算机视觉与模式识别 · 计算机科学 2018-08-28 Xiaoxiao Li , Nicha C. Dvornek , Juntang Zhuang , Pamela Ventola , James S. Duncan

An ensemble of classifiers combines several single classifiers to deliver a final prediction or classification decision. An increasingly provoking question is whether such systems can outperform the single best classifier. If so, what form…

机器学习 · 计算机科学 2022-09-07 Bhekisipho Twala , Eamon Molloy

Understanding emotional responses in children with Autism Spectrum Disorder (ASD) during social interaction remains a critical challenge in both developmental psychology and human-robot interaction. This study presents a novel deep learning…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Indranil Bhattacharjee , Vartika Narayani Srinet , Anirudha Bhattacharjee , Braj Bhushan , Bishakh Bhattacharya

Smartphones have been the most popular and widely used devices among means of communication. Nowadays, human activity recognition is possible on mobile devices by embedded sensors, which can be exploited to manage user behavior on mobile…

计算机与社会 · 计算机科学 2020-01-28 Hoda Sedighi

American Sign Language recognition is a difficult gesture recognition problem, characterized by fast, highly articulate gestures. These are comprised of arm movements with different hand shapes, facial expression and head movements. Among…

计算机视觉与模式识别 · 计算机科学 2020-03-20 Al Amin Hosain , Panneer Selvam Santhalingam , Parth Pathak , Huzefa Rangwala , Jana Kosecka

Objective The coordination of human movement directly reflects function of the central nervous system. Small deficits in movement are often the first sign of an underlying neurological problem. The objective of this research is to develop a…

计算机视觉与模式识别 · 计算机科学 2023-02-17 Renjie Li , Chun Yu Lao , Rebecca St. George , Katherine Lawler , Saurabh Garg , Son N. Tran , Quan Bai , Jane Alty

Mobile digital therapeutics for autism spectrum disorder (ASD) often target emotion recognition and evocation, which is a challenge for children with ASD. While such mobile applications often use computer vision machine learning (ML) models…

计算机视觉与模式识别 · 计算机科学 2023-11-23 Ali Kargarandehkordi , Matti Kaisti , Peter Washington

Learning disabilities, which primarily interfere with the basic learning skills such as reading, writing and math, are known to affect around 10% of children in the world. The poor motor skills and motor coordination as part of the…

机器学习 · 计算机科学 2022-06-28 Jayakanth Kunhoth , Somaya Al-Maadeed , Suchithra Kunhoth , Younus Akbari

Compared to current AI or robotic systems, humans navigate their environment with ease, making tasks such as data collection trivial. However, humans find it harder to model complex relationships hidden in the data. AI systems, especially…

人工智能 · 计算机科学 2022-06-17 Ryan Nguyen , Rahul Rai